{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true,
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "import cv2 #opencv读取的格式是BGR\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt#Matplotlib是RGB\n",
    "%matplotlib inline "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true,
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "def cv_show(img,name):\n",
    "    cv2.imshow(name,img)\n",
    "    cv2.waitKey()\n",
    "    cv2.destroyAllWindows()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "### 直方图"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "![title](hist_1.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "#### cv2.calcHist(images,channels,mask,histSize,ranges)\n",
    "\n",
    "- images: 原图像图像格式为 uint8 或 ﬂoat32。当传入函数时应 用中括号 [] 括来例如[img]\n",
    "- channels: 同样用中括号括来它会告函数我们统幅图 像的直方图。如果入图像是灰度图它的值就是 [0]如果是彩色图像 的传入的参数可以是 [0][1][2] 它们分别对应着 BGR。 \n",
    "- mask: 掩模图像。统整幅图像的直方图就把它为 None。但是如 果你想统图像某一分的直方图的你就制作一个掩模图像并 使用它。\n",
    "- histSize:BIN 的数目。也应用中括号括来\n",
    "- ranges: 像素值范围常为 [0256] "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(256, 1)"
      ]
     },
     "execution_count": 67,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "img = cv2.imread('cat.jpg',0) #0表示灰度图\n",
    "hist = cv2.calcHist([img],[0],None,[256],[0,256])\n",
    "hist.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYAAAAD8CAYAAAB+UHOxAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nGQCS1FEGgCR11P8Hlx5aUAnIEm0AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x216853fbe80>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.hist(img.ravel(),256); \n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "scrolled": true,
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYAAAAD8CAYAAAB+UHOxAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nRQlQ/g9HYrA2vIZBfgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x216fcef24e0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "img = cv2.imread('cat.jpg') \n",
    "color = ('b','g','r')\n",
    "for i,col in enumerate(color): \n",
    "    histr = cv2.calcHist([img],[i],None,[256],[0,256]) \n",
    "    plt.plot(histr,color = col) \n",
    "    plt.xlim([0,256]) \n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "mask操作"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(414, 500)\n"
     ]
    }
   ],
   "source": [
    "# 创建mast\n",
    "mask = np.zeros(img.shape[:2], np.uint8)\n",
    "print (mask.shape)\n",
    "mask[100:300, 100:400] = 255\n",
    "cv_show(mask,'mask')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {
    "collapsed": true,
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "img = cv2.imread('cat.jpg', 0)\n",
    "cv_show(img,'img')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {
    "collapsed": true,
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "masked_img = cv2.bitwise_and(img, img, mask=mask)#与操作\n",
    "cv_show(masked_img,'masked_img')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {
    "collapsed": true,
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "hist_full = cv2.calcHist([img], [0], None, [256], [0, 256])\n",
    "hist_mask = cv2.calcHist([img], [0], mask, [256], [0, 256])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAWoAAAD8CAYAAABekO4JAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x216851e2470>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.subplot(221), plt.imshow(img, 'gray')\n",
    "plt.subplot(222), plt.imshow(mask, 'gray')\n",
    "plt.subplot(223), plt.imshow(masked_img, 'gray')\n",
    "plt.subplot(224), plt.plot(hist_full), plt.plot(hist_mask)\n",
    "plt.xlim([0, 256])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "#### 直方图均衡化"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "![title](hist_2.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "![title](hist_3.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "![title](hist_4.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYAAAAD8CAYAAAB+UHOxAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nSR31/wH3kHonEUUYNgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x2168035f5f8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "img = cv2.imread('clahe.jpg',0) #0表示灰度图 #clahe\n",
    "plt.hist(img.ravel(),256); \n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYAAAAD8CAYAAAB+UHOxAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nHWUASFJHGQCS1FH/F+KhXDnitixoAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x216fe152cf8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "equ = cv2.equalizeHist(img) \n",
    "plt.hist(equ.ravel(),256)\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "metadata": {
    "collapsed": true,
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "res = np.hstack((img,equ))\n",
    "cv_show(res,'res')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "#### 自适应直方图均衡化"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "metadata": {
    "collapsed": true,
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "clahe = cv2.createCLAHE(clipLimit=2.0, tileGridSize=(8,8)) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "metadata": {
    "collapsed": true,
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "res_clahe = clahe.apply(img)\n",
    "res = np.hstack((img,equ,res_clahe))\n",
    "cv_show(res,'res')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true,
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "### 模板匹配\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "模板匹配和卷积原理很像，模板在原图像上从原点开始滑动，计算模板与（图像被模板覆盖的地方）的差别程度，这个差别程度的计算方法在opencv里有6种，然后将每次计算的结果放入一个矩阵里，作为结果输出。假如原图形是AxB大小，而模板是axb大小，则输出结果的矩阵是(A-a+1)x(B-b+1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "# 模板匹配\n",
    "img = cv2.imread('lena.jpg', 0)\n",
    "template = cv2.imread('face.jpg', 0)\n",
    "h, w = template.shape[:2] "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(263, 263)"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "img.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(110, 85)"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "template.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "- TM_SQDIFF：计算平方不同，计算出来的值越小，越相关        \n",
    "- TM_CCORR：计算相关性，计算出来的值越大，越相关\n",
    "- TM_CCOEFF：计算相关系数，计算出来的值越大，越相关\n",
    "- TM_SQDIFF_NORMED：计算归一化平方不同，计算出来的值越接近0，越相关\n",
    "- TM_CCORR_NORMED：计算归一化相关性，计算出来的值越接近1，越相关\n",
    "- TM_CCOEFF_NORMED：计算归一化相关系数，计算出来的值越接近1，越相关\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "公式：https://docs.opencv.org/3.3.1/df/dfb/group__imgproc__object.html#ga3a7850640f1fe1f58fe91a2d7583695d"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "collapsed": true,
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "methods = ['cv2.TM_CCOEFF', 'cv2.TM_CCOEFF_NORMED', 'cv2.TM_CCORR',\n",
    "           'cv2.TM_CCORR_NORMED', 'cv2.TM_SQDIFF', 'cv2.TM_SQDIFF_NORMED']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(154, 179)"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "res = cv2.matchTemplate(img, template, cv2.TM_SQDIFF)\n",
    "res.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "collapsed": true,
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "min_val, max_val, min_loc, max_loc = cv2.minMaxLoc(res)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "39168.0"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "min_val"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "74403584.0"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "max_val"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(107, 89)"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "min_loc"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(159, 62)"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "max_loc"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "4\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAWQAAADnCAYAAAApSCziAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nHDjYJnAI2YEDBw62Cf4HD8ZUjpNNG5sAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x18cff80b358>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "5\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAWQAAADnCAYAAAApSCziAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nTzzx5B6R/wGywbbpSkMpCgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x18cff5d6780>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAWQAAADnCAYAAAApSCziAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x18cff5d6710>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "3\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAWQAAADnCAYAAAApSCziAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x18cff738240>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAWQAAADnCAYAAAApSCziAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n/lq78DBiAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x18cff738828>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAWQAAADnCAYAAAApSCziAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nzbYdYjYg22abbbbtEPsPV7Gc7YMnM5IAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x18cff8ef780>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for meth in methods:\n",
    "    img2 = img.copy()\n",
    "\n",
    "    # 匹配方法的真值\n",
    "    method = eval(meth)\n",
    "    print (method)\n",
    "    res = cv2.matchTemplate(img, template, method)\n",
    "    min_val, max_val, min_loc, max_loc = cv2.minMaxLoc(res)\n",
    "\n",
    "    # 如果是平方差匹配TM_SQDIFF或归一化平方差匹配TM_SQDIFF_NORMED，取最小值\n",
    "    if method in [cv2.TM_SQDIFF, cv2.TM_SQDIFF_NORMED]:\n",
    "        top_left = min_loc\n",
    "    else:\n",
    "        top_left = max_loc\n",
    "    bottom_right = (top_left[0] + w, top_left[1] + h)\n",
    "\n",
    "    # 画矩形\n",
    "    cv2.rectangle(img2, top_left, bottom_right, 255, 2)\n",
    "\n",
    "    plt.subplot(121), plt.imshow(res, cmap='gray')\n",
    "    plt.xticks([]), plt.yticks([])  # 隐藏坐标轴\n",
    "    plt.subplot(122), plt.imshow(img2, cmap='gray')\n",
    "    plt.xticks([]), plt.yticks([])\n",
    "    plt.suptitle(meth)\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "### 匹配多个对象"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "-1"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "img_rgb = cv2.imread('mario.jpg')\n",
    "img_gray = cv2.cvtColor(img_rgb, cv2.COLOR_BGR2GRAY)\n",
    "template = cv2.imread('mario_coin.jpg', 0)\n",
    "h, w = template.shape[:2]\n",
    "\n",
    "res = cv2.matchTemplate(img_gray, template, cv2.TM_CCOEFF_NORMED)\n",
    "threshold = 0.8\n",
    "# 取匹配程度大于%80的坐标\n",
    "loc = np.where(res >= threshold)\n",
    "for pt in zip(*loc[::-1]):  # *号表示可选参数\n",
    "    bottom_right = (pt[0] + w, pt[1] + h)\n",
    "    cv2.rectangle(img_rgb, pt, bottom_right, (0, 0, 255), 2)\n",
    "\n",
    "cv2.imshow('img_rgb', img_rgb)\n",
    "cv2.waitKey(0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true,
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}